I regularly post on LinkedIn or write blog posts for various publications. These writings often come with code or visualizations to help support. This repository keeps track of all of that code (that I care to share).
Here's a timeline based on the medium:
-
2023-08-14:
- https://www.elderresearch.com/blog/extracting-knowledge-and-making-decisions-with-data-science/
meeting-place.py
- Uses geopy and OpenCage (API key required) to find the ideal meeting place for people coming from different locations
-
2023-04-05
- https://www.elderresearch.com/blog/a-data-science-approach-to-tallying-teslas-on-the-road/
tesla-code.py
- Shows bayesian and frequentist approach for drawing inferences with small data
-
2022-09-27
- https://www.elderresearch.com/blog/how-good-am-i-at-ping-pong/
pingpong_cruise.Rmd
- Simulation using R to draw inferences with small data, codifying assumptions
- 2024-07-17
- https://www.linkedin.com/posts/evan-wimpey_github-influencer-python-activity-7219367734856302593-5QNU?utm_source=share&utm_medium=member_desktop
repo-finder.py
- Finds github repositories with a specific number of stars
- 2024-06-28
- https://www.linkedin.com/posts/evan-wimpey_sales-marketing-confernce-activity-7212447152634015748-Bs99?utm_source=share&utm_medium=member_desktop
sales-emails.ipynb
- Exploring received emails using the
mailbox
package in python
- 2024-06-20
- https://www.linkedin.com/posts/evan-wimpey_pulp-python-optimization-activity-7209540523445923841-Sz63?utm_source=share&utm_medium=member_desktop
swim-opt.ipynb
- Using pulp to optimize swim relay teams in python
- 2024-05-22
- https://www.linkedin.com/posts/evan-wimpey_datascience-analytics-statisticalsignificance-activity-7198668912593354752-MCYN/?utm_source=share&utm_medium=member_desktop
random-baseball.ipynb
- Applying, and misapplying, target shuffling to test whether a team's record is pure luck
- 2024-03-03
- https://www.linkedin.com/posts/evan-wimpey_rstats-python-linearregression-activity-7170410173084213248-1aiU?utm_source=share&utm_medium=member_desktop
regression-scratch.R
,regression-scratch.ipynb
,regression-w-np.ipynb
- Code linear regression from scratch with base R, base python, and python with numpy
- 2024-01-24
- https://www.linkedin.com/posts/evan-wimpey_rstats-statistics-dataanalysis-activity-7155958699126087680-ZkFq?utm_source=share&utm_medium=member_desktop
simpsons_paradox.Rmd
- Find examples of Simpson's Paradox in MLB
- 2024-01-03
- https://www.linkedin.com/posts/evan-wimpey_python-datacomedy-newyear-activity-7147991257296904193-czxg?utm_source=share&utm_medium=member_desktop
newyear-update.py
- Snarky python function to update hard coded date in python files each new year
- 2023-12-01:
- https://www.linkedin.com/posts/evan-wimpey_datascience-machinelearning-candy-activity-7136394193161129984-er04?utm_source=share&utm_medium=member_desktop
assymetric-loss.py
- Uses matplotlib to show a contrived example of assymetric loss function
- 2023-10-19
- https://www.linkedin.com/posts/evan-wimpey_statistics-dataanalysis-pokemon-activity-7120782548850352129-8KgF?utm_source=share&utm_medium=member_desktop
state-fair.ipynb
- Use simulation to show outcomes of playing state fair game
- 2023-08-01
- https://www.linkedin.com/posts/evan-wimpey_gradientdescent-dataliteracy-hair-activity-7092155180535730176-H5ft?utm_source=share&utm_medium=member_desktop
sunglasses.R
- Simple plot with labels in ggplot2
- 2023-07-27
- https://www.linkedin.com/posts/evan-wimpey_datascience-simulation-technology-activity-7090396657938247682-4myG?utm_source=share&utm_medium=member_desktop
gender_sim.Rmd
- Simulation with R to estimate likelihood of office gender distribution
- 2023-07-10
- https://www.linkedin.com/posts/evan-wimpey_is-this-a-pie-chart-or-a-bar-chart-activity-7084138169985585152-LFz1?utm_source=share&utm_medium=member_desktop
pie-bar-chart.R
- Basic chart with contrived data and ggplot2
- 2023-05-18
- https://www.linkedin.com/posts/evan-wimpey_odsceast-statistics-impostersyndrome-activity-7064949977126461440-hGJz?utm_source=share&utm_medium=member_desktop
which_key.R
- Simulation to answer raffle question
- 2023-05-08
- https://www.linkedin.com/posts/evan-wimpey_dataanalysis-fundraiser-raffle-activity-7061443890473553921-FV-f?utm_source=share&utm_medium=member_desktop
raffle_ticket.ipynb
- Similation to answer a different raffle question
- 2023-05-05
- https://www.linkedin.com/posts/evan-wimpey_donuts-datavisualization-dataanalysis-activity-7060220589260578816-cVwi?utm_source=share&utm_medium=member_desktop
donut_decay.Rmd
- Visualization customization to highlight key changes, ggplot2
- 2022-11-15
- https://www.linkedin.com/posts/evan-wimpey_the-phillies-lost-the-world-series-earlier-activity-6998322904476094464-x8I4?utm_source=share&utm_medium=member_desktop
phils_hr.R
- Simple plotting with facets in ggplot2